{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:23:38.899426Z",
     "start_time": "2025-03-03T02:23:38.817149Z"
    }
   },
   "cell_type": "code",
   "source": [
    "### 注意x和y的个数要一致\n",
    "import matplotlib.pyplot as plt\n",
    "x = range(1, 8)\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "#color颜色  alpha透明度  linestyle线型  linewidth线宽\n",
    "plt.plot(x, y,color = 'red',alpha = 0.5,linestyle = '--',linewidth = 3)\n",
    "plt.show()"
   ],
   "id": "1c97b43722cbdce0",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:09:27.649196Z",
     "start_time": "2025-03-03T02:09:27.117392Z"
    }
   },
   "cell_type": "code",
   "source": [
    "###7.3折点样式  marker点的形状\n",
    "from matplotlib import pyplot as plt\n",
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, marker='o')\n",
    "plt.show()"
   ],
   "id": "fceb43a74dbf0946",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:00:14.788653Z",
     "start_time": "2025-03-03T02:00:14.605660Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import random\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "# 设置图片的大小\n",
    "'''\n",
    "figsize:指定figure的宽和高，单位为英寸；\n",
    "dpi参数指定绘图对象的分辨率，即每英寸多少个像素，缺省值为80，1英寸等于2.5cm,A4纸是 21*30cm的纸张\n",
    "'''\n",
    "# 设置画布对象，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y) # 传入x和y, 通过plot画图\n",
    "#plt.show()\n",
    "# 保存(注意： 要放在绘制的下面,并且plt.show()会释放figure资源，如果在显示图像之后保存图片将只能保存空图片。)\n",
    "plt.savefig('./t1.png')\n",
    "# 图片的格式也可以保存为svg这种矢量图格式，这种矢量图放在网页中放大后不会有锯齿\n",
    "plt.savefig('./t1.svg')"
   ],
   "id": "12d207fab01235a2",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:00:14.913544Z",
     "start_time": "2025-03-03T02:00:14.789682Z"
    }
   },
   "cell_type": "code",
   "source": [
    "### 7.5 绘制x轴和y轴的刻度\n",
    "from matplotlib import pyplot as plt\n",
    "x = range(2,26,2) # x轴的位置  2-24  步长为2\n",
    "y = [random.randint(15, 30) for i in x] # 生成x个随机数\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80) # 设置画布对象\n",
    "# 设置x轴的刻度\n",
    "# plt.xticks(x)\n",
    "# plt.xticks(range(1,25))\n",
    "# 设置y轴的刻度\n",
    "# plt.yticks(y)\n",
    "# plt.yticks(range(min(y),max(y)+1))\n",
    "# 构造x轴刻度标签\n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x] #format是格式化字符串的函数，{}表示占位符，i表示x轴的刻度值\n",
    "#rotation = 45 让字旋转45度\n",
    "plt.xticks(x,x_ticks_label,rotation = 45)   # x轴刻度标签\n",
    "# 设置y轴的刻度标签\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)]\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "# 绘 图\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "42188ec6df0d9337",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:00:15.071401Z",
     "start_time": "2025-03-03T02:00:14.915575Z"
    }
   },
   "cell_type": "code",
   "source": [
    "###7.6 设置显示中文\n",
    "# matplotlib只显示英文,无法显示中文，需要修改matplotlib的默认字体（现在版本直接就可以显示）\n",
    "# 通过matplotlib下的font_manager可以解决\n",
    "# 两个小时内的每分钟跳动变化\n",
    "from matplotlib import pyplot as plt\n",
    "import matplotlib\n",
    "import random\n",
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "# 加坐标轴信息\n",
    "# 在有中文输出的地方，增加一个属性： fontproperties\n",
    "# plt.xlabel('时间',fontproperties = 'simHei',fontsize=20)\n",
    "\n",
    "#rotation将字体旋转45度\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=18)\n",
    "plt.xlabel('时间',rotation=45,fontproperties = my_font)\n",
    "plt.ylabel(\"次数\",fontproperties =my_font)\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数',color='red',fontproperties =my_font)\n",
    "plt.show()"
   ],
   "id": "a57ef74d9983955a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:00:15.241757Z",
     "start_time": "2025-03-03T02:00:15.073405Z"
    }
   },
   "cell_type": "code",
   "source": [
    "###7.7 一图多线\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "# 假设大家在 30 岁的时候，根据自己的实际情况，统计出来你和你同事各自从 11 岁到 30 岁每年交的男/女朋友的数量如列表y1 和y2，请在一个图中绘制出该数据的折线图，从而分析每年交朋友的数量走势。\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "x = range( 11, 31 ) # # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "\n",
    "plt.plot( x, y1, color='red', label='自己' )\n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    "# 设置 x 轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=18 )\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 )\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid( alpha=0.4 )\n",
    "# 添加图例(注意：只有在这里需要添加 prop 参数是显示中文，其他的都用 fontproperties) # 设置位置loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend( prop=my_font, loc='upper right' )\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "2c876e130f5e53f4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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PsA2ZCUsStVo+/vhjM4FkSyqamRwRNOA9zzK4i6S+6uXZI4DHYhJZs9wr9S1ZTEsPiNj791WrCwsHTHoJ3t53330mmJkpuIdWJsssKrIo6mrlZ3zsJGrluSSjiS189CtuUI/++amnnjLjL7s20G0XXXy2LRneLApRdsbeH3Zl7KEv7tevX46giI9asSvjDtss6YOZAwA+FHM8ghvZarD5ptXCvY4ePdr0x2Se0S+hp06dOmYcZct1KH0U2pgH2Hqe+AZsr+3Ro4fR+8Ybb5iEHeZ9rl/hm1baKIlG9EH0vyyu4FcQt2D+w4Iaml0fQ//v/hmD0WV/Byyq8h3wHYWIBPbSsIannsbIkSNNlJ+GkVdwDwecWhpgO0oyw3DAaYxJhcENB5xMCSbPZADwMwMBWQVoyRTw8lEvHQOaGLjZYoDzwsQZZzW3bDYftbqQvcZKMycgsRKLs5INJpxk5rmDPSntbC1hpS9pHT7wbPK8ct/Yg62aFgIH1FJw79u9f99sa+99ypQpZlCiyC11nEg3J0jAYMdqJc5LesaTb1qxK5rstiAbHMBxYYKR27YZ37RaWE1mAnnhhRemiqzTLxMEQnMoeq2jhkNGYACNbGFk4kx24meffWa2CaEhPRjkm1YLW73oj4BsOyZXTDRYhCBznN+xwk5WAZp51nnlewE7DvNMkJ1otwMmsbj1jBkzVLVq1dTMmTPNxILDTvIK7oHNtrRaKatANpzNTEyiVmDybG1L/4TPyCvB+dz8Rt/0oolMp1mzZpmf0cY1+ifGIIIFBEcIEuFXcf9Wv29aLTyHPKtkhVBjj0wRJpfuYhqZJEyq3Qw/VyuBX/pvtr8lVSs6CdCefPLJqWtoxG9knsBk+LLLLjP+1bp163I8xz7alv6YhX57f126dDGBAsobkNGEbnwPPufO/3zSik1pm/jvzPGs/0jgmcU0W+81Wx/lk1YL98qioJ3nuPNXArk8y8xpCFDzzPrcR9Eu0frLL7+Yn+1BiLySnUlb5v6Z/5FF7H4XvmnFZ0Lb4YcfnjrZl/6I/hgfiQUJFiDA7ZuosYef5bZx/i98riTOZ/8KJLCXAbL1WCWno2fbAYUk8wru4cTYBmIfCDIvaHBu9Dhp0LFRv8duD0AHPPPMM8Zhw2HNdO8+6mUQJ3DFSgVgT+6XTpAHnYAIdrYrz7Zj8FEr2PvCvhQPxZY4Z3T47qoVToyF2k02Pdt2+Eya2Y7r1iRMEgzUrESyTdNOHoHn99JLLzWBA4JffIYB0A14+WZbe49M/t0TzcioJGBNoASHjdVKJl9uKQHftNIucUiYJNlVRKAtU+AXxyxbgMA3rRacUTI7yPwB+iPAgXFP/LL42o6BCRN9DRnFYCfGbI2i9glZqWylQYcNdPmqFeifCFi++uqr5mecTcYaXqn7Qu0uJmE4p/Rp9kAnt6QAAROCBDiluRXx/6che4DMf4KwBEMuueSSfAX3bEAEGK8IYhIc45lIMmxdIjOPoBbYvpnrixcvNu9tu3R9SJ/02gMhaLMs8vHM4UMxprJgyimqtN/hw4ebtkw2OQEgW8PIJ60uPINkd7DQwsILfRJZbOwMoF4mwS8yn/AjrY3dciZ8L9RzoqwCdaySCn4xfj8Z8iyUckom9sROTJrpj6lxy6E9jMf0w9ZH9NG2jKdo5fAlAhpsYUQ3bZedPNTLRB+LSPjLPrZj2i73z0IhARtbpxV4ltmCDNnqjPmkFdCGz8TzynyOxUNsyPNJpvFbb71l/GS2qhLA5ln21bZ21wPZxPj6BN8BLfTRzBFI0CE4zTPLbhd3/PFNK0FoEhqwJfN1246xI4vhZBsz/r744ovmurUp8yHGY/szOsnyI0CYxPnsX4IWdmLu3Lmp9/369dNnnHGGvvbaa/Uff/xhrm3bti3P/+PTTz/Vbdu21T/99JNOMosWLdLnnnuuHjZsWOrajh079MaNG/Wpp56qP/7443z9Pz7o/fzzz3WVKlX0gw8+mMPW1atX1x06dNCnnXaaeX///ffr77//3mutLmvXrtVPPvmkeT958mS9xx576Jtvvln//vvv+oUXXtBff/111r/97LPPdLt27RKvdeHChbpbt256xIgR5ufhw4frxo0b6x9++MHovP322/Vxxx2nL730Uv3jjz96b1va6F133WXeDx48WJ9zzjl6yZIl5udXX31V169fX++7775Gj69a6W+fe+45/cADD6Subd++Xa9cuTLVfm1/lRdJ12qZNWuWsd0vv/ySukZf/M477+h///vf5rto3ry57t69u16wYIHXeufPn6+rVatm+hjLli1bzOszzzyjW7RoocuXL69vvPFG04f5ojVbe/z111+NbRs2bJijz7X+xObNm/WVV16pjz76aL18+fKMf8+zvnTpUp0UsmnlOXVfV6xYobt06aJPOeWUHM9zNl9q2bJlpg/nNUlk0zt+/HjTli+44IJUvwTTp0837ddqRU+nTp1S7dn+f0nUm03rl19+qb/66qvUZ/Ap6J9cHn74YdOOe/XqtdP/5ZNW9/pLL71k/AvbpgcOHKgLFSpkntls0BZee+21RGnNTS9tFJ+Y8aV9+/b6iy++MNc3bNiQ6qPwlU888UT93nvvmWv2+/DNtmjBL7zjjjv0yJEj9aOPPmqur1+/PvV3kyZN0rVr19Y33XTTTn2VT1o/+OADPWPGjBy/5/3FF19s2mdeJFFrbnoZJ4888kj9r3/9y7RVfGHeX3jhhXrQoEGmv+7Ro4e+7LLLTJ9t5/ZJ1ptN68svv6yLFCmin332Wb1q1arUddouGng++Q7q1KmT8e+TqDWb7vPOO8+0WeYA6X0PvnPdunX16aefrufNm5fx/6Jvww/5+eefdchIYC8PeOAHDBhQoODed999p59//nnjiCcdOoImTZoYB4WOzn2QCIARGLHXcOYIoLif8Unvb7/9pu+99149btw48/OmTZtMcAT7MsjDQw89pE866STT4WeaXPmi1UI7Rcdtt92WmnDMnDnTBPfOPPNM/eKLL2YdOAiA9e3b13xvPkBnTQCTYCWdN5NJl969e+uTTz5Z33fffSlH1VfbEqRu0KCB/uijj4yuOXPm7DT5atSokXFmMgWpfdHKfd5555163bp1Oa7fc889JvCzdevWfP0fPmi1bfj44483Ewn6KibGTCyOOeYYffDBBxun5ayzzjKLLixCpNvdJ73c3xFHHGGCtOl9LRMtnDcWFQ444IDUBNN15JKo1fah3377rf7www+N0+06kUOHDtW77babmVAuXrw4dd22Y/qlAw88UD/xxBM7/d9oZCEuKeSl1f7evmYL7mWCsSpJWrPpdYPJtMU1a9bk+BsC9J07d85xrWPHjsbncH3IpOnNS6uL+0xaPwptzZo1M0HsdHzQ6rZjaycCI9jNah41apS+9dZbje9sF055Rt2+jHErSVrzo5fFFSbAtWrVMkGQdDvze8agpk2bem/b0aNH67Jly5oFFxvYS1+YwL8ioOCjVveZdZ9TPsvP9MOtWrXKONdJstb86P3kk0+M7VgkvO6668y8wAX9s2fP1pdcckmOxZgk6s1LKwsp9EPo7Nmzp+mbCFiysATM4w8//HAzb0gnqVrxF7g3dwEb/+Gggw4y81Ibi3Hb9cSJE3XJkiWNT5gOY/Nbb73lzXz2zxB9YM82jkzRcHstW3DPnVTaz+IEEDlO0oPi4j4M9p4J2JEZkx4AYGLpThzpBJmQuAGTJOvNpNVmhNjrdpXCdbJZ+TjqqKOMXhcftGZb1WG12V2RITCy++67m0m1nYxYp9z+P7SLpK5sZOrUgftlUowjlukzBG6xrc1u89W23Cf9EdlbZITYtuq2YzIpGNxff/1177S6z+zq1aszOjhXXXWVcd5yI8las+mdMmWKCVpWrVrVBEEqVqxo+mf3+cRRI+hFX+WL3kxax4wZowsXLqxbt26dytwjS5ygtJ1sMMFk8SmdpGm1mrANq8qMlXvvvbexoetoEujBCScjxu1f7feDk04/lQ7+Rn4C2f+01j59+mT9PL4DQRA+R9YxEOCkr0q3bX52RiTNtukwhlqdVg9jE4tqbnZFkvTuqm0ttp/ieSZgko6vWsnk6tq1q3mPzZk8A5NsFkpbtmypr7jiChPgdf//dB/FF7185ptvvsnxd7aPYozCtm5f7pNt3WeWhAb6YxZB3Ux5O1egPZ9//vk7Be190UpwKxtkNpUoUULffffdOy2eJlVrXnrxlTLNf/r372/ep7dZ/Mj0JIAk6c2vVtp0zZo19bHHHqtvuOGGVFAPn4EFQ+YLEyZM2On/T6JWxk2Sa8jAq1ChQmoMBTIP2cnx5ptvpsYat4998sknjc9oM2/dnS/p875QiTawR0OmUdxyyy2pbTH5De6xwmEzfjJFf5mIJmkwz6aXe8x0n1YzKep0DvahZ4UA/aTtut9V0vRm05ob6HE7N7Jk0lfafdGaqR3jkJKabVcgmTyzAr3nnnuajChWOth+4XaGtPGkdPgFsS3t9PHHH8/xbLoTYgY/VvF8tK3rlJCtRwr+XnvtlWMrvWszMr/IKvBVazZom5QQSN/6lomkac2ml2v2PnFCmFjgiDz99NOpv3ODe2Tz4eQlXW9eWocMGaKLFSumS5Uqpc8++2yzrdw6pcAKNVvoM5E0rQScyfywK+MErdj+g6PpLpzZFXYWCl2tQBa1zR7JzzbzJGq1mf25BfcYYwnYsjBhMzKTTG56M5V3QC+fpQ92J5jYHR8qyRTUtpl8YcYnbJvNz/RJK/4DvhE7H/Ad0hfLyHzCrnZ7akjt2O7ycMFfvOaaa8wY5Wsf5fbHLAZjP3bwuKWYgOAmc770QIHvz6x9Jgl4We3pwUvf27H1hdk2TzKDvWbbLIFcnuncSn0kXavdVQcshvJMujuSrNbHHnvMLIQmHZ5LkooosUKAj3mp27diqxo1apgdLGwjt1rRTZuePHmyycLMRJLHob+SaAN7FupuMUG0nXlewT06QYJbbdq0MSuSDOjulhrf9ObW0AmOuJ0GK3o8YASIQrFtOkyo4amnntLvv/++9oW8tNJJMkFmKxjbDyxkZGLTcuXK5bueog/tOL1mhmtbBrg33nhD+6rVDYowwSC4x7YYt26X1YpN3e00IfXHZEZQO4XgQLbJpo/tGH1WI05MvXr1TBDeOqTW9vyNz7ZNzxpn+y3t1TrlVidOLWMupROSDtkftr6LDcKSUVimTJlUvTELP7MNjPo3BLrYcoJPQRBz2rRpOiStFmtvbEtWKmPP2LFjtQ/sil4mjo888kgO/8kuwiQ5IFJQrTzTbL21AUueWQL56ZmYvmslMMtChAtjD8EB/Kuk23VXbEtmDAvA1raMuwRJpk6dqpNOQbQS3CPzkm3GzPNYVCOgSf3WUPtjoGYr2ab0TdT/9IWC6KUGKJmJbj1fGyxzr/mu1e17yMC0wTCC0wTiqWucZLhnSlXYGq5AQB0f+N13301do+QBZZVYDCZO4dYdnjdvnr766qvNom/S++K/i6hPxeWY5P3339+cGsqJVZwA5Z4aZLHXOFmFE944VWfkyJGqXr165sQVjtD2Va972mA6nPJlT67r06ePOR146NCh5qSdUGwLnJDDiXbA5zkha+bMmeYkWB/Ij1Z+17NnT2Nvjr23lC9fXtWtW1cNHDjQnJ7lczt2T1m0pxL26tXLnDgJfJ6T3TjNr0KFCspXrZzu9L9FGdWoUSNjO07avP32283JX67WYcOGpU5/Cqk/xtbo6tSpkznpjNNz7QmyvpCtHbsnddmTvDhN1dqdz3zzzTfmhOvKlSsr359Z/lWtWtWcYE0fxClvGzduTH0X6K5evbo5PTbJYJu5c+eqVatWmZ+5X063pa/hpF97+rhtz4ynnCBK/8v4yimitGeeY3tSsO9a07HtmtOfixYtap5d/KiknmT8Z/VyOiN+FCf18Tn8jGbNmiVa765ope/lFFVOnufE2L59+5rTRTkJOqRntkmTJqpFixY5rtGntWnTRtWpU0clnV2xLW24dOnS6rnnnjO+Bj5V8+bNVa1atVRIWu+55x7jL3EqKD5j06ZNzem/jRs3DrY/hnLlyqn27durBx54QNWsWVP5QEH1NmjQwIy3tWvXNq+cnspYy2nBnHYdilb3hFdOySVWQb9Ev4xf4Z6Em0Tw+Tj9ltOM7Qm+xYoVM/dNP0vcZfDgweY74aRx5j8vvfSSsWvXrl3N2NOxY0fVsmVLte+++4Z54m1+0JFCyjEnBdm0cvauswUot0wRm0FAPatDDz00R+ZTSHrte9Jh2U6RaaU5yZHwgmgls4taR2SssfLB6iu6fVjFyY9WNyvGPSmI62QAsQJtT05Nsk13xbZkO1GjoXTp0mYbPZlA1GrwIR29oLblQBgOU6D2BFuN2VZBBkUo7Thb2yQjhueX1dhsJ2H5qtdqJiuT/pcT2qltxKorWQQckBJKO06H2jFkrnHCsy/ZIfbAKepspZ80yBhqT0fNpJlVeLb75bWt3EetLrbPwq9w63f5MPbsil5qKFLT1Sf/aVe1ctIkW974GzfjIunkR2u6vZJWouTvsK2rmf6XwvNkVOd2GnsI/TG7HdjSSMmAJJ1A/nc8s26JGtumk943/RnbUtOXXUv4UXb8CdW27HBgFwQZcJkOzUgizMc5ZZwT1e1OSHYNsrOB7ErKWlSuXNnscrAHjNE3sXOSv2PeM2XKFB070Qb20mE7CPuy85pMUvCY03XYGmU/40tHWFC9BC4pLEoaPp2hr3rz0ootqdVFwVG2zfjSCe6qXdOLHftMXnqx5fXXX28OGujWrZs3ga78anXrFxGUJnBCYHrw4ME71e4KsT+2AVyfyiHkV6+75XrEiBGmgDc12SgT4LPzkh/bsoUP5446Mr4E9QA9nNrG4R9u3R6CHh06dDDvsSnbaGwh/vQtqiFqpe918c2H+DN62dZnJ2S++E8F0ZqpXm0MdvXBjpkQ22bWmn4QlW823tV27NOYsyt6WfzNZFuf+DNjrW+wGGYPA+T5YzuxWzpp5cqVpvRBlSpVTOBS2JnoA3tux51t4pyOT6vqf0YvEypWmm1NEV+c0vxqdSfOtmhs0gvk/pXt2GcKYltbb849ETlUrb5TkHacW/29EG1r+ybfNO6Kbe1Jbemn1fkAWR44ny5kk6afnkomou+OaUxaC6o3/YAM3/yngmgls9ZnpB2LbUOwbUxaQdpxmFqzZZXaORwxGA5aI2nD1/H17yTqGnvg1nCi1ssNN9ygihcvvlPNI/Z6W0qVKqVC17tlyxZTQ2P58uWmpoj9G5/2rOelldpN6N22bZsqUaKE+Rx1f2Jpxz5TENtSmwGKFCmiQtYagm0L0o4z9UU+9U8FbcfUGonBtmhFN/+o7eQb1Czab7/9clxbuXKl+Wf18T1Q25WaTrnVP0o6MWktqF7qnq5bty5H+/epfyqIVmpF+mxbacdi2xBsG5NWkHYcplYXO29Dm60vSAyGmoFLlixJ/c638fXvJPrAXl4TDhoOwS0KlYcwcc6v3ldeecV0FBSSdf8uVK3Wtj5qtEg7FtuGYNuYtIK04+xaQ4GFsk2bNqUcVTROmjTJFKGnOH1IxKQ1L7207ZCIybYxaY1Nr2gNU2tsemPSyoFb7oFy6OXQNWFnJLCXZcJx/fXXm2wBTvVq1aqVqlGjRqpBxaD3uOOOMw+O1RzSZDJk28akNTa9ojVMrbHpjUmrhRPsWHEHTgzl1DZOmOck4CSfkLorxKQ1Nr2iNUytsekVrWFqjU1vLFpnz56t2rZtqyZOnGh2dixYsECNGTPGnIrre3zib+Fv3ejrIe4ebYqUU2OOk3RCJSa9ojVMrbHpFa1hao1Nb0xav/vuO92lSxdz8BY6fT6MKi9i0hqbXtEaptbY9IrWMLXGpjcWrfZkXE7DpTbk3XffrWfOnPlP31Zi8bPo1N+IjfyuWLFCbdy4UY0fP16dddZZqT3coRGTXtEaptbY9IrWMLXGpjcmrdTGGThwoJo/f75ZUW/WrJmXdWvzQ0xaY9MrWsPUGpte0Rqm1tj0xqL10EMPNdl6/GPr8VVXXaWqVav2T99WYilEdO+fvokkQkHKtWvXqkqVKpmfQ5xsxKpXtIapNTa9ojVMrbHpjUUrTumyZctU06ZNg3S+Y9Uam17RGqbW2PSK1jC1xqY3Jq1C/pDAniAIgiAIwv8BMTnfMWmNTa9oDZeY9IrWcIlJbyxaQ134/SuRwJ4gCIIgCIIgCIIgCIIgeIiciisIgiAIgiAIgiAIgiAIHiKBPUEQBEEQBEEQBEEQBEHwEAnsCYIgCIIgCIIgCIIgCIKHSGBPEARBEARBEARBEARBEDxEAnuCIAiCIAiCIAiCIAiC4CES2BMEQRAEQRAEQRAEQRAED5HAniAIgiAIgiAIgiAIgiB4iAT2BEEQBEEQBEEQBEEQBEH5x/8DcnkV5i4MfBUAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:00:15.487265Z",
     "start_time": "2025-03-03T02:00:15.242774Z"
    }
   },
   "cell_type": "code",
   "source": [
    "###7.8 拓展（一图多个坐标系子图）\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "x = np.arange(1, 100) #划分子图\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1]\n",
    "ax3=axes[1,0]\n",
    "ax4=axes[1,1]\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #作图 1\n",
    "ax1.plot(x, x) # 作 图 2\n",
    "ax2.plot(x, -x) #作图 3\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) #作图 4\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "4ebddbfa9e9709ea",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:00:15.745236Z",
     "start_time": "2025-03-03T02:00:15.488268Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# add_subplot 方法----给 figure 新增子图\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "x = np.arange(1,100)\n",
    "#新建 figure 对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图 1\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图 2\n",
    "ax3=fig.add_subplot(2,2,2)\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新 建 子 图 3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x))\n",
    "# 新 建 子 图 4\n",
    "ax2.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "ax2=fig.add_subplot(2,2,4)\n",
    "plt.show()"
   ],
   "id": "ae9b498c6c6d5543",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:00:15.856309Z",
     "start_time": "2025-03-03T02:00:15.747243Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 散点图\n",
    "a =[11,17,16,11,12,11,12,6,6,7,8,9,12,15,14,17,18,21,16,17,20,14,15,15,15,19,21,22,22,22,23]\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14,\n",
    "15, 15, 15, 19, 21, 22, 22, 22,\n",
    "23]\n",
    "x = range( 1, 32 )\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用 scatter 绘制散点图\n",
    "plt.scatter( x, y, label='3 月份' )\n",
    "# 调整 x 轴的刻度\n",
    "my_font = font_manager.FontProperties( fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=10 )\n",
    "_xticks_labels = ['3 月{}日'.format( i ) for i in x]\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 )\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font )\n",
    "plt.show()"
   ],
   "id": "13394508e140023a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 9. 绘制条形图",
   "id": "d712bac8d24a51f0"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:29:35.650944Z",
     "start_time": "2025-03-03T02:29:35.476427Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''假设你获取到了 2019 年内地电影票房前 20 的电影（列表 a)和电影票房数据（列表 b)，请展示该数\n",
    "据\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]'''\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3 条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='r')\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45)\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:\n",
    "    height = rect.get_height()\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height+0.3, str(height),ha=\"center\")\n",
    "plt.show()"
   ],
   "id": "f3783eb428089f13",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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OO69cffXVnYHfW2+9VZ599tnO51x00UVlzjnnfN/ADwAAAADo5tN7kxh+/etfLwsuuGBZa6216mP9+/cvf/nLX8qGG25Y3njjjTLFFFOU2WabrVx66aWT8OUCAAAAABMl9Eup4LvtAr711lvH5VcAAAAAAD359F4AAAAAoOcS+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A/oM/bZZ58yaNCg0q9fv3L77bd3Pn7llVeWFVZYoSy11FJl5ZVXLnfccce7/o4f/OAH5WMf+1hZZpll6nNvvvnmzu/l9y655JL1e/m47rrrJvnfBAAAAGMz5VgfBWihLbfcshx44IFltdVW63zshRdeKF/84hfLtddeWxZffPEa1OXru+++e4yfT1B46qmnlnvuuafMMMMM5dxzzy177bXXKMFffn7mmWeebH8TAAAAjI1KP6DPWGONNcqAAQNGeeyRRx4ps846aw38YvXVVy9Dhgwpt9122xg/n0q+kSNHlldeeaV+PXz48DF+HwAAAPQEKv2APm2RRRYpzz//fPn73/9eVllllXLppZeWl19+uTz22GNlueWWG+W5Sy+9dNl3333LAgssUGaZZZbSv3//WiHY1dprr13eeuut+u93v/vdMv3000/mvwgAAABU+gF93Ic//OHym9/8phxyyCFl+eWXL1dddVXt2TfllGOuiTz66KPl4osvLg8//HAZOnRoDQC33nrrzu8//vjj5Z///GcNEIcNG1YOOOCAyfzXAAAAwP+o9AP6vLXWWqt+xBtvvFHmmmuuGvyN7qKLLqoHdcwzzzz16y996Utl7733Lm+++WaZeuqpy8CBA+vjqe77yle+UnbdddfJ/JcAAADAeFT6vf7662XTTTctgwcPrtvb1llnnVrpEs8991xZf/316xa5JZZYYoytbgA93dNPP935ebbkfupTnyoLL7zwGM9bcMEFyw033FBGjBhRv77sssvq/y4m8MuBIK+++mp9/J133ikXXHBBWXbZZSfjXwEAAAATsL03FSsPPPBAueOOO8omm2xSdt555/r4wQcfXFZeeeXy0EMPlbPOOqtss802tdE9QE+z22671YM3sjV3vfXW6wz2Dj/88LLYYovVr7NF96c//Wnnz+R7p512Wv18s802KxtvvHFZYYUV6gLICSecUH71q1/V791///31fwvzeKoB0yfw//7v/7rpLwUAAKCv69fR0dExvj906623li233LI2up9hhhlq1V+2w8VKK61UjjrqqPLpT3/6PX9Hc+PdWv36lT5t/N9WAAAAAIyH98rXJuggj1S3pNovlSyp6msCvxg0aFAZMmTIGD9z3HHH1RfSfDTb4wAAAACAiWu8Q79U8aWy7/vf//54/dx+++1Xk8fmIxWCAAAAAEA3n9577LHHlosvvrj86U9/KtNNN139mHLKKcszzzzTWe2XLb/NCZYAE40t8939CgAAAGhjpV+255533nnl6quvLjPPPHPn41tttVVnk/tbbrmlPPnkk+WTn/zkpHm1AAAAAMDEOcgj23Hnm2++suCCC5YZZ5yxPta/f//yj3/8ozz77LNlu+22K48++miZeuqpy8knn1zWWmut9/0PO8ij5VQlMbEZU939CgAAAOhh3itfm6DTeycGoV/LCSiY2Iyp7n4FAAAAtP30XgAAAACg5xL6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwCYIPvss08ZNGhQ6devX7n99tvH+P5ZZ51Vv3fJJZe86+/4wQ9+UD72sY+VZZZZpqy88srl5ptv7vzeL37xi7L00kuXJZZYoqy99tplyJAhk+xvAQCAthH6AQATZMsttyzXX399mX/++cf43mOPPVbOPPPMGuS9mwSFp556ag368vlee+1VP+L+++8vBxxwQLnyyivL3XffXb70pS+VPfbYY5L+PQAA0CZCPwBggqyxxhplwIABYzz+zjvvlJ133rmcdNJJpX///u/686kCHDlyZHnllVfq18OHD+/8fQn6llpqqTL33HPXrz/zmc+UP/zhD+X555+fZH8PAAC0yZTd/QIAgHY57rjjyqqrrlqWX37593xetu7uu+++ZYEFFiizzDJLDQivvfbazu/ddttt5cEHHyyDBw8u5557buno6CiPP/54mXXWWSfTXwIAAL2X0A8AmGhSoXfRRRd1hnfv5dFHHy0XX3xxefjhh8s888xTTj755LL11lvXLcOLLLJIOe2008r2229f3nrrrbLhhhuWmWeeuUw5pakLAACMC9t7AYCJ5rrrrqv9/BLa5ZCPm266qey6667lxz/+8RjPTTi45JJL1sAv0rfvhhtuKG+++WZnz8D8/K233lr7+b322mtl4YUXnux/EwAA9EZCPwBgokk49/TTT9fgLx85yOOMM84Y6yEcCy64YA35RowYUb++7LLL6lbeqaeeun6d3xNvv/12Oeigg8qee+5Zpptuusn8FwEAQItDv3322aeu1qfhdk7Xa+SxRRddtCyzzDL144ILLpiUrxUA6EF22223evDG0KFDy3rrrTdOVXiHH3543bYbm222Wdl4443LCiusUHv4nXDCCeVXv/pV53O//OUvl4997GM1CPzwhz9cjjrqqEn69wAAQJv060hX7PeRvjxZjV9ttdXKJZdcUgO+JvTr+vX4aG4SWqtfv9Knvf/bCsaPMdXdrwAAAIAe5r3ytXHqhr3GGmtM7NcEAAAAAPTUnn45VS9NuHfaaacybNiwd33ecccdV9PH5qPp3wMAAAAA9KDQL9t+77zzznLbbbeV2Wabreywww7v+tz99tuvlhs2HzPMMMMH+U8DAB90y3xf/QAAgD5gnLb3vpuBAwfWf6eaaqryta99rTbaBgAAAAB6aaXfK6+8UoYPH9759XnnnVeWXXbZifW6AAAAAIBJWem32267lcsvv7w888wzZb311iszzjhjueqqq8oWW2xR3n777ZIDgHO67znnnDOhrwMAAAAAmEj6dSSx62FHCrdCX+8Z1D1vK9rMmOruV0Db9OUxZTwBANAS75WvfeDTewEAAACAnkXoBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AACgB9hnn33KoEGDSr9+/crtt9/+vo+P7sYbbyzLLLNM/Vh88cXLbrvtVt54443O7991111lzTXXLB/96Efrx8UXXzzJ/yYAoPsI/QAAoAfYcssty/XXX1/mn3/+cXp8dEsvvXS55ZZbajCYgO+5554rp556av3eq6++WjbZZJNy5JFHlvvuu6/cfffdZfXVV5+kfw8A0L2m7Ob/PgAAUEpZY401xuvx0U033XSdn7/55pvltddeq9WB8atf/aqsvPLKZbXVVqtff+hDHyqzzz77RHndAEDPpNIPAABa4rHHHqsVf7PNNlv58Ic/XL7yla/Ux++9997Sv3//stFGG9Xtv9tvv30ZNmxYd79cAGASEvoBAEBLpPffHXfcUZ555pnaz6/p2/fWW2+VP/3pT+X0008v//rXv8q8885b9thjj+5+uQDAJCT0AwCAlplhhhnK5z//+fLLX/6yfj1w4MCy1lpr1bAvW3633XbbctNNN3X3ywQAJiGhHwAAtMDDDz9cRo4c2dnT77e//W1Zaqml6tef+9zn6iEfL730Uv36iiuuqNuAAYD2EvoBAEAPsNtuu5UBAwaUoUOHlvXWW68svPDC7/l47LzzzuXSSy+tn//lL38pyy67bA3z8u+cc85ZvvnNb3ZW+h166KFllVVWqUFgnnvaaad1018KAEwO/To6OjpKN2gmLq31/5+U1md1z9uKNjOmuvsV0DZ9eUwZTwAAtMR75Wsq/QAAAACgZYR+AAAAANAyU3b3CwAAgF6tL2+XD1vmAaBHUukHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoC+Gfvvss08ZNGhQ6devX7n99ts7H3/ooYfKKqusUgYPHlxWXHHFcs8990zK1woAAAAATKzQb8sttyzXX399mX/++Ud5fLfddiu77rprefDBB8tBBx1Udtxxx3H5dQAAAABAd4d+a6yxRhkwYMAojz333HPl1ltvLdtuu239eosttihPPPFEefjhhyfNKwUAAAAAJm1PvwR8c889d5lyyinr19n6O3DgwDJkyJAJ/ZUAAAAAQG86yOO4446r1YLNx4gRIybXfxoAAAAA+pQJDv3mm2++8vTTT5e33nqrft3R0VGr/FLtNzb77bdfGTp0aOfHDDPMMOGvGgAAAACY+KHfHHPMUZZbbrly7rnn1q8vuuiiWsG38MILT+ivBAAAAAAmgn4dKdF7Hzml9/LLLy/PPPNMmXXWWcuMM85YD+x44IEH6om9zz//fJlpppnKWWedVZZccslx+g8nIEzFX2v161f6tPd/W8H4Maa6+xXQNn15TBlPTGx9eTyFMQUA3ea98rVxCv0mBaFfy5n8MbEZU939CmibvjymjCcmtr48nsKYAoBu81752mQ7yAMAAAAAmDyEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAACt9sYbb5S99tqrLLLIImXJJZcs22677bs+t6Ojo3zqU58qM888c+djf/zjH8syyyzT+THPPPOU5ZZbbjK9eoAJM+UE/hwAAAD0CgcffHDp169fefDBB+u/zzzzzLs+9/jjjy8LLbRQue222zofW2+99epHY6ONNiprrbXWJH/dAB9Ev44sY3SDAQMGlKFDh5bW6tev9Gnd87aizYyp7n4FtE1fHlPGExNbXx5PYUzRw73yyitl7rnnrvefM80003s+95577il77LFHOeuss8ryyy9fhg8fPsZznnrqqRoKPv7442WOOeaYhK8c4IPla7b3AgAA0FqPPPJImWWWWcpRRx1VVlhhhbL66quXP//5z2M8b+TIkWWXXXYpp59+evnQhz70rr/v5z//efnMZz4j8AN6PKEfAAAArfXWW2/VqryPfexj5dZbby0nnnhi2Xrrrcuzzz47yvO+/e1vl80337x89KMffdfflY1yP/vZz8pOO+00GV45wAcj9AMAAKC1Bg4cWKaYYoryxS9+sX697LLLlgUWWKDcddddozzvb3/7WznppJPKoEGDymqrrVZeeuml+vmwYcNGec7rr78+Sn8/gJ7KQR4AAAC01myzzVbWXnvtegJvtuU++uij9WP0ir7rrruu8/PHHnusntKbf7v66U9/Wnbcccf33P4L0FOo9AMAAKDVTjvttHLMMceUJZdcsmy66aa1b9+8885bdt5553LppZeO0+948cUXy8UXX1y+/OUvT/LXCz1dqmAXXXTRGo7n44ILLhjjOe+8807Zf//9yxJLLFEWW2yxui3+zTffrN9L8J7DcvKz+f5WW21VXnjhhW74S9rN6b2TilPcuvsV0DbGVHe/AtqmL48p44mJrS+PpzCmAPpk6HfJJZfU0O7dnHnmmeW8884rV155ZZlqqqnKrrvuWgYPHlwOOOCA8sYbb9RQcNppp63P/epXv1r/PeGEEybb39AWTu8FAAAAYLK54447yqc//eky9dRTl379+pUNNtig/OIXv6jf69+/f2fg9/bbb5dXXnmlPoeJS+gHAAAAwHjZfvvt65b5bNvteuBNI9t3s30+h+KMHDmyXHjhhaP0ycxW31QKpu/mQw89VE/QZuIS+gEAANBzpNqnL39AL3DttdeWO++8s9x22201tNthhx3GeE4OvVl//fXLJz/5yfqRrb1TTvn/zpNNBeDtt99enn322drzL702mbj09JtU+vr/WOvtwsRmTHX3K6Bt+vKYMp6Y2PryeApjionNmOruVwDj5emnn66B3ssvv/yezzv//PPLKaecMspJ2Y2bbrqp7LLLLuWuu+6ahK+0nfT0AwAAAOADS/+94cOHd36dwzqWXXbZMZ73+uuvd57I+5///KccffTR5cADD6xfP/744+XVV1+tn+dAj1//+tdlqaWWmmx/Q1/x/+oqAQAAAOA9ZDvuFltsUQ/gyObRBRdcsJxzzjn1ezvvvHPZeOON68eLL75Y1lxzzTLFFFPUYC8n9H72s5+tz8vW4G984xv183xvueWWKyeeeGK3/l1tZHvvpKIkvbtfAW1jTHX3K6Bt+vKYMp6Y2PryeApjionNmOruVwD0Irb3AgAAAEAfIvQDAAAAgJbR0w8AAACgrWyZL32VSj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZSZK6Ddo0KCy6KKLlmWWWaZ+XHDBBRPj1wIAAAAAE2DKMpEk6EvgBwAAAAB0L9t7AQAAAKBlJlrot/3225cll1yy7LTTTmXYsGFjfP+4444rAwYM6PwYMWLExPpPAwAAAABd9Ovo6OgoH9CQIUPKwIEDy8iRI8thhx1W7rrrrnLFFVe8588k+Bs6dGhprX79Sp/2wd9WMCpjqrtfAW3Tl8eU8cTE1pfHUxhTTGzGVHe/AtrGmCpt9l752kTp6ZfAL6aaaqryta99rQwePHhi/FoAAAAAoDu2977yyitl+PDhnV+fd955Zdlll/2gvxYAAAAAmEAfuNLv2WefLVtssUV5++23S3YKL7jgguWcc875oL8WAAAAAOiu0C8h37/+9a8P+msAAAAAgJ52ei8AAAAA0DMI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaJmJEvo99NBDZZVVVimDBw8uK664Yrnnnnsmxq8FAAAAALor9Nttt93KrrvuWh588MFy0EEHlR133HFi/FoAAAAAoDtCv+eee67ceuutZdttt61fb7HFFuWJJ54oDz/88Af91QAAAABAd4R+CfjmnnvuMuWUU9av+/XrVwYOHFiGDBnyQX81AAAAADAB/pfUTQbHHXdc/Wg888wzZcCAAaW15p23W//zI0aMKDPMMEP3vYA2//+W7mFMdd9/m3bqy2PKeGJi68vjKYwpJjZjqvv+27STMVXabNiwYe/6vX4dHR0dH3R778ILL1z++9//1mq//LpU/l1//fX1cbpHAtWhQ4d298uA1jCmYOIypmDiMZ5g4jKmYOIypnrx9t455pijLLfccuXcc8+tX1900UX1/6ECPwAAAADoxdt7Tz/99Hpi71FHHVVmmmmmctZZZ02MXwsAAAAAdFfot+iii5Ybb7xxYvwqJpL99tuvu18CtIoxBROXMQUTj/EEE5cxBROXMdV9PnBPPwAAAACgZT39AAAAAICeRegHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0Yw9jOdnHeCwAAANDTyCvendCPMfTr16/++/jjj5fXX399lMcMJgCA3uvtt9+u/5rTAdAWTV7BmKYcy2P08YlgPi6//PLygx/8oCy77LLlM5/5THnrrbfKxz/+8TLPPPN090sEAGA8JeQbOXJk+clPflJWWGGFstJKK3X3SwI+4JjuGnS88847ZYop1PTQd+Q9/8wzz5TjjjuuTDPNNOWwww6r/zIq/6tAp0wEE/TdddddZdNNNy0//vGPy957711+85vflIMOOqh+HwCA3iMLt5Fw4Kabbirf/e53yy233FIfU+0HvVfG9HPPPVeGDBlSvxb40Zfk+pX3fEK/E044oSy33HICv3fhfxnoNNVUU5X+/fuX1VZbrTz44IO1yu/hhx8uQ4cOLVdddVXd7ttcVACgO4weUtx6663l5ptvLv/+97+77TVBT/XGG2+UCy64oLz00kt1Ufc73/lOnd/dfffdo2z1ffXVVzs/B3q+22+/vZx44ollmWWWqbuyzjvvvO5+STDZq1xvu+22csABB9Qipc0337y7X1aPJfRjFF//+tfLgQceWIO/M888s1b7HX/88WXQoEHle9/7Xvn73//e3S8RgD7ogQceqBVLmeRlO0cTUFx00UVl5513ruEfMKr//Oc/5Xe/+105/PDD666N/fffv1x44YV1kTemnHLKcuedd5addtqpDBs2rLtfLvA+ch185ZVXykILLVTWX3/9cv7559fAL2H+dtttVws3VPDSFwK/BN+5piW/2GSTTTq/N/pzEfoxlu0f3/72t8unP/3psueee9bEfKmllqqPL7300mXmmWfu5lcJ7ZMA49lnn62l6U8++WR9TMUF/D+p4vvRj35Utt122/p1tnN86EMfKm+++WZ55JFHyle+8pXyuc99rrtfJvQ48847b/nCF75QF3K33HLLGhKk+i/bodLb76STTiobbbRR3e1hjgc928svv1wOPfTQsvHGG5cZZ5yxDB48uKyxxhplySWXLI899lgN8eeYYw4HGtD6wO/ee++tgV+KlVLpmsdH73EZxsL/CP36uCb9HjFiRL1QxKWXXlq3gey66641+DvqqKNqP78VV1yxzDrrrPU5AgmYeF577bXy61//uuy7776111Ik0AD+Z8CAATWwSFiRFd1GwowcSLD77ruPEqID/2+Ol1BvvfXWq4FBtgOeeuqp5b///W+58sory7TTTltOOeWUOr/LwtPrr7+uMgJ6qAR9X/7yl8vTTz9d/22kBVPuzb72ta8J72mtJtRLq4r99tuvzg3XWmut+r083uQTDz30UF0Izk4Q/kfo18dlgPzzn/+sCXmkRDyTwaOPPrqcfPLJ5Vvf+lY9BScp+vDhw+uWkPybFeJIOJiVJWDCTT/99GWLLbaoIftPf/rT8vnPf75ut0oYH0IM+rqpp566VjPstdde9WYn/2611Vb1sVyfIuMl16x8z5ihr+/a6FrhkCq+bP3LuNhnn33qtsCPfvSjNUDI/G+xxRarB3tkcTdhoMoI6Dmy2PWPf/yj9t2MjNe0W7rhhhvKNttsU8f1fffdVxeLM66h7Vt6v/rVr5YNNtigPPXUU/UQ0ubMgaaA6ZhjjqkH3OTeiv8R+vVxCfAS+qXXS7ZJnXPOOXWrR8rE871vfOMb5YwzzqiPpc9fTsX55je/WVZZZZXysY99rMw333z1e8AHu5DNPffc5ZBDDilf/OIX6+QulX/Zzvjoo4+OchqbMIO+JFXmf/rTn2ogkRPZ1l577bLDDjuUSy65pG6Jz8Sv8be//a0cd9xxZbPNNnOCIX1WxksqX++///5Rrhnp9bXgggvWz9O2JVvlV1999bL44ouXL33pS+WKK66oP5NdHrmBylwvATvQvf74xz/Wqqazzz6787qYar70uU0fzk996lO1p23u07JANvo8MQsB2VESqnjp7YFfdnvkI/O/I488svz1r38tP/vZzzp70uZQj8wB83g01X8dffy9b1bch2Vw/P73vy/33HNPXRnKhSKVflkRTgiYYC+9XzIZzOQvff7WXHPNGvJdfvnl5bTTTqvPy/eACZcLWS5G88wzTw3a048lgUbGZaoyMt4SaETXMKO5gCWgT8Wtbfe0TRqSH3zwweXnP/95/TqVDqeffnr57Gc/WxedciMUqXrI1sTcHK2zzjqj3PQ8//zzwgv6jMzbMr/74Q9/2HnNyPUjOzUyfvJx8cUXl7nmmqt8/OMfL7PMMkt9/m9/+9saGJ577rnlV7/6Vf061yKg+8d0Kpj+9a9/1a/zeTP/S+CX3map9Lv22mvrfDBjvut88IUXXqjjeujQoZ3zTehN8r694447Og8c3XDDDes8b6WVVqptyK6//vq6UyoLXhkDySgi46Bpl9SvX7/y8MMP1+CwL+5S7Ndh5PfZ09wS+M0000y1giIDJMl4tnxk0rf88svXaqMED5/85Cfr9xPuXXPNNbUycNFFFx3l92XgqayAibOSdfPNN9eJXBqvp19Zgoxf/vKXZZlllimzzTZbDTWmm266+txsxcrN3CKLLFKrBNO0HdokwXcO8rjsssvq1vdM8hL2ZWtTTphPD7KMg5w0nwOnmnGU6obcHG299da1IiJbf1MFCG3VdS6WfkYJ9r7//e/XbfALL7xw+d73vlf/TQV5qvrSyuUPf/hD2W233eoJv5nf5fqTwC+LwBk/5nfQfZrxl6Ai7ZZS0dSE8alyuu6662qg94tf/KKzuveII46oi8hd5XmZR+Y6mJ0lxjW9SfKInDCfPs6514m8hxPqpVjp7rvvrkFg7pGSb+T93/VQj3f+//d7evyluCKZRvN7+gqjvY/KDVKqiNLLJTdRWelNBd/VV19d9thjj3LbbbfVlaVsoxo0aFBdQcrFIqfkpOdLGmR27R3jwgEfXC5OzcpVttXnRNKs0KZHWar9MvayUpuVrjRlT/Pa/JvVrVz4BH60SVOtl34tL774Yr1mJfhuqvtWXXXVGornZiY3QQn8ImMhP9v0dknrik033VTgR+t1rfDJYlB6GmXMbL755nXr33nnnVfD8xtvvLGe3Pt///d/9dqS/szZKpVF3gsuuKD85je/qeMnv8v8DrpPM/7mnHPO2oMz92O5HiaYz/bFbPmdffbZy95771223377Om5TuJHK96uuuqr2us3z07Yp/2ab/+htY6Cny/s/IffoQV0Cv8g1K9e6bHtPAJ5KvibwS1Yxxf//fk9hU/r89bXAL1T69WHpCdEMlvRvyYpvTu7NDVU+moQ8VRTZxpugIYMuq8Yppc224IEDB3b3nwGtlHF30EEH1QlcxmYzViMnMOYmLWFGPs84zYQuxnZcPfRWeT9nwpZrUCZxCS0a2cqUx7Nwlaq/nD6aEKOr9CfLQTmpAgzVDfQF2cKbOVoC8zQ6T+++XEcyf8uNfw7BGTx4cN3Fke1QCfpSHZHvp/dXqopmmGEG4wV6kAR8u+yyS63ky4JXQo4seGUumBZNjQT62ZmVbf0JBFMl1b9//zqfTJVf2mU0/T2hpxvbdajrY9mpmGKmFEDkupdCiRRFpD1Z2sB0nQ/OOOOMtV96X7xfciXvg5qcNyFC83kGT7Z0rLzyyuWJJ57oTMhT0XfTTTfVj4QLkcMGcnOVbVXApJFDCz7xiU/UKoxXXnlllMqnbO1NVd8CCyxQG7IL/GirvJ9zrcrK7COPPFLD7kiFQ258cnBHQoudd965PPnkk+VrX/ta58/m5igTvCbwy/gQYNA2uT6kmifv72ZOl2tEFnEThqffZYK+bJM/9NBDy4c//OF6aMe0005bF27zeeZzqRy66667yo477liWWGKJGhQYL9BzZAdW2itlwSttmjJPjAR+XWt4cj3MwYwJ77NLKx85HC5bIK+88kqBH73K2K5DzWPp75e+zQn8IgdTpZ9tc7hHwsDYbbfd+nTgF67mLT/iPSu8oxdzNjdNkTd8VnVzQUjJ93e/+906WUwlX342q8CpAkwTzGYVKdVH+TpbgoF314y9bJfPTVVCia6Pv59UMGWCl34t0Vygmqa0o+trFzD6hmwxzGnx2bKUSoU0Ys7hHvnIifKRgHzPPfesQUUq1U3waPtOjcapp55a+7ymIrbrATaZzzXbmE4++eT6M9nCm4WiAQMG1FYRaR+RhaUs9jbhePqGJVBv2rcAPUN2W6VNRVpdJNTLFv7cp0VzfWvml/k6/c1y7UzVUyoDU+2XsB/aIIVJKUhqDq3KNSvv/7RCSo6R1i+5PibfmH766fv8fND23hbLdo2UdyekS0VQ5HSbY489tjZzThreyI1SLiaR06HS8yWNz/NzqZbISvJiiy1WV5NTOpuKwISHOQgEGFPXi0pCiGw7zGlSKS8f/ftj05w49e1vf7tu1co2LejLEpznFPlUKeTAgfS+HH0spaoplX/p4fed73xnjO9Db5eg7phjjqkVeblObLPNNnU7U5qcZ76WeVtucpptTfleKv3S52ijjTaqlbOp6stW+VT9pMdRtvYmQG8OvwEmr1TZpoIvWxJTfDG6Zmxm7OZ+LVV+2XmVA3sS7qeXGbTRe7WZGH1re9f2ZSm4yHUyPW2POOKI0tfngyr9WiyrQaksyvanhAaR6r30d8jkL1ulGk3gF8suu2zZYIMN6spvTnnL9o+sKmWQpMdLAr9IFQUwpq4XlYR2kVLzVFnkRMTI999rzaWp5vvsZz9bt3FAX9WMkxwyMP/889ex0QR+0bW6Kds5ckCVwI+2evrpp+sCbE53T9CXiob8my1OadOSuVkCv2ZcpMovC7Sp9MmphWnPkrAgwUIOi8r2qGaMCfxg8sv4S3iRLfg5xK25X8sW/RxQ0HVspnLvz3/+cw3p084i1X45kbSp+IPeZPT7oObr7ELMoTXv15Zl9MAv172mB/pZZ51VT/QV+P2P0K/FMhBysUgVXyZ6qcxLxV4CvUwKs/+9a/AXzSQxF5M0eV577bXHKBdv9OWBA++m60UlwUO2x6f0PDdjCS2yipubtXEZQ/ld2aafm7yuwQa0pbJhXDTjJDc7o0/wmorYSBVtwo0cWBB9fYJH++Q9nXGwyiqr1Jv9tH/IPC2VDXn/ZytvTvFsNNeNU045pW4BTpCQJv/Z0ZHF349//ON1MSpb54HuketUxmAO3sgWxBy0kVA+Ozy6Lvpm/Ce0b7bo5n4uhyymX9/FF18s+KPX6botPder5usEdeuuu27dsTghFYG5Hma+mMOpmt/fr4/PB4V+LZWEPHvd078hfR9StZcS8FT0pcw1yXcuKKMHf81gSUiY7VNzzTVX/bqvDxSYkMDv8ccfr2PsW9/6VnnwwQfrVqoEHek3dskll7zv78vvygQv41BDddoiQXiuR9mqm/BhQo0e+GUxK5XtYYJHm6QZeRZx855Oc/5UtO677751cTaLSqluTZP/VVddtfzqV7+qP5NrRj4yTiI3P81Cbn526623rp/r8gPdL+NwtdVWK3/4wx9qv9pcH1PBm3YVjaZPX8K+LAhHgpG0kMkiQD5S6AG95T1/1VVX1T6ya6yxRm1bEalkTdjX9EEfF7nONfdJejqPnbvIlsrFINs3sm0jfR8yWcwKUC4m6QuRY94zSUzwd/rpp9eGzs8991znz6fRc26eUk6uwgjGTdctvU3glwA9266aLRs5CTtb5LOVI2Mu/TPTo+ndZEU3TWmhLdIyIjc3ubbsv//+tddsV+MSQuQ5TeCXkwpzIqkJHm2Ua0VujHI9ScVe+jSnT1+29q2++ur1Rv/LX/5yDdKzXTcVEqkYanQ9+Cl9vxK0J0zIYR5hrED3a+61cnJ2qnlTuNFcC/O9rqdzpyd7ijoaTfCXXu7Z6tsEgtCT5dqz9NJL1yrX5BJzzDFHXbTKAlUWs7JINa4nTTfXue233762IjMfHJPQryVyQciWjeaikYldkvOcXJPm5+npl8bmqfjLVo5cELKFN33/MgHMaYg33nhj5wrxF77whTqZDBVGMO4rTblYZQtVwvQm8MsBHpGLUG7QcgOXG7Rs3Ujl7XutZqUR7ehbGqG3am5a0rvo0EMPrau5qTpKz8s777yzfi8TtPdbbGomcQkvcj1rVohN8Gib/O9/TnJfc8016yFs6We58cYb13YtuYbk5ihbdzNvS4VDrjc5sTCH2owtSM81KZVEuckCul9TtZ4xnUM58pEF4sMPP7weApf7sPe7riX4yyJaDltsqnuht5xIfdJJJ9V5X/rw5T2f693YDukYm+b6lkWvvPcFfu8ip/fSu7311lsdDzzwQMfgwYM7vva1r43yvfvuu69jtdVW6/jOd77T8fDDD9fHNtlkk47dd9+948knn+y46qqrOhZaaKGOG2+8sX5v33337VhllVU6HnnkkW75W6C3Gj58eMdBBx3UMdtss9WvDz/88I5ddtml8/tnnHFGx6c//emOF198sX59zTXXdHz84x/vuPbaa8f6+955553675133tnx1FNPTZa/ASaHt99+u/Pzww47rKNfv34dxx57bMe5557bceCBB3Ze12LkyJGdz33zzTfrv6+99lrH66+/3vHGG290XHrppWOMGWjbWLn77rs7Vl999Y6vf/3rHXvttVfH+eef37Hxxht3TDXVVB0///nPOzbbbLP6bwwbNqxj1VVXrY/98Y9/HON3GifQ/V555ZWOW265pePll1/unENutdVWHUcffXTnc2644YaOueeeu+OEE04Y5/H76quvTsJXDRNP1/fy7373u461116745577qlfjxgxomP55Zev90Bd54yjy/3R/fffXz9/4oknxvq7+R8lXC2Q1aH0dUkj1/TnS9VEZMUolX3f/e53a1PYs88+uz6e8u/0fEglYE7yveOOOzpP5M2qUir+br311m79m6C3yfbCHNKR00WXXHLJ8vLLL3du6T3xxBPr+MvJ2K+//nr5y1/+Unv+ZTUrFbWpyjjvvPPqc/NzadzcNGTOGE1fP2iLVC00lXy5PqWKKWNgo402qi0lsl03W5Wy7bdrFWxOZMs1LX1q03M2K8A53Tqs6NLWsZI+sKmMTcP+Y489tl5H0ic2VQ3pDbvHHnuUeeedt+ywww61yiFbf9O3eb311qutJrKToyvjBLpPU4WXa2Cufbnviq222qruwMr2/eb7ObAn93Y5nCrzyGb8vlcLjOaQD+jJus7Zckp13t+5J8rW9rz3M7/LrsW0IXu3a1bG0p/+9Ke6mzGalhXmg2PXL8nfu3yPXijbo7JtozmJLdt1s5UwWwRPOOGEss0229SJYrZDZbtvBlTCiKZ8NiW2GSg5BQoYf+nll60Z2W6Vrb4pWc9FKTdf6d+XMfroo4/WxxO2p/dSwsIDDjig3rzl4pebtvTU3HLLLbv7z4FJppmYpadsxkBueLJdMYtO//jHP8q5557bOZnL5C6hX7Yu5edyjWoCP2izLAhlm1NCvczdMk/bdttta6P/NPnPTVKek62/OSwqoWAezxbgzPMS/iUIyLUlBwDMN998boigm6XVUhaxsrA199xz176cWfhKYca1115bx/UnP/nJ2mM9xRiZDyYQzAJACDbojUZ/3/7ud7+r90PJKNKrsjnBNx/bbbddbVGWHn1jc/PNN9frYRaPM354b0K/FsoFJJO8ESNG1BNDH3jggRrqZdKYEw4zWdxzzz1rxdEvf/nL2hMpElQkBEyz6NGPvgbG3WOPPVZXcBNYLLbYYrW/30c+8pFy5pln1vAvzWlzgRs5cmS9UOVQnQR+0ZysndVd6AtyrUnAl+Aiq72LLLJIZ++xHDyVytic+JvAIxPBjI9UPUFfkt0bO+64Y71+pCooIWBO4M2NURaPcu1Ir9ic7Jv+funZl+AvuzqyuyMLTgkOchPV9RAAYPLInC9V6tl9ld0hWeTKQlbuzb74xS/WoowseqXyPTu3ModMNW8qedPjL/dpOaAxgSH0pmtXArq11lprlOAvp/Tm0NH0oc2ib9fcIQu9uc6dfPLJNRQfPeC+9957a0ieoPD3v/99t/xdvY3QrwVGD+cSJuQikaqINHzONqlZZpmlfu++++6rIUMmjmn43MhhArkApYHm2H4nMH4SuCfIy3jLZC4VGGkum4qmXKxeeumlOrnL17vsskv9mfybcZgtXGEc0le89tpr5VOf+lRZddVVx/n9r9KBtkvonS3vWcTNYm5CvMzfsni78MIL1wAv4yCPZWHpN7/5TVlggQVqE/RUm2fRN6cfZvEpwUHaRmRxF+geCfoSdKTwotlllcr1BH45/G3vvfeujyX0SxFHdoTkfi7Xuhy8mEXi448/vi4sQ0+X69MvfvGLerBoFqVyXWrkhOos7uY9Pvp8LgF53uPJNHLYR8ZAI2MjFX65tiXvCPdL70/o10vlzZ3Kh0GDBtWvm8Fy991311Q8lXwJDxLspUS8OckmcnpoLhjpm5SjrbMiPNNMM9XV4eZ3GzjwwQ0bNqxux7j88str1cU3v/nNstpqq9WqjIy9rFAlaM8FLYHfjDPOWLf1hnFIX9G813PaaMZIKtDnmGOOMd7/Qj76mlS3piovrVoS4KVS/L///W/dDpXxsMIKK9TvZYH3a1/7Wq0CzO6NtHIZ2xgzhqD7pTo3i7+p+nvmmWdq1W628ibASJiRUPDd5J4u88imZzT0dNnGngWpvNfTlqJr8Pducs3KVvaEfjm7oKn+S86RgoqBAweW888/v/O57pfen9Cvl3nxxRdrmPfcc8/VxDzpeBq8dp0gZhtvwoPI4EgpeMKFY445ppbQbrLJJuWFF16oPV+SpCdwkJTD+8t4yQ1Xxsy4yopUStAT7mW85uKXUD59N7PSm9WrrN7mMB7HzNPbNZVEE/IeTq/LXNdyUMdHP/rRSfYaoTfIwm7Cu1S/Ntt1G+mDmRYQ+UgI8JOf/KRWlWdu99vf/rY+x3wOulfXMZhrYip3m4qlVOum33rmk9mRlR612f2Rrb7Z1tgEfwk68jtywFu2BV999dX1fw+ySwR6sq7zwBRBZIHqqaeeGiX4e7e5YvKO/fffvy5wTTPNNPXeKyF5DvvIgYnZAh+uc+PO/5V6gfwPfno+pLl/TnlKg9f8m8aWGSw5HKCRFeEm8IsllliihoLZ1pvtH9kXn49MEjNZPOWUUwR+MA4yPlIlm60ZqUgaFxmfqaLN9vpsucoqV1aosj0jpy+mui+9zFKiLvCjt8tkLtsx/vCHP3SeMJiDbVLZ2nivdcaMkQQc6YkJfUEWarN1d2yneyYgSC++XB+awK8ZPzmlMG0jEg5k3pdm/1kQzjb5VATmZ83nYPJrKnGj6xjMNbHrFsXM/dZff/3y73//u/NQqiwG594sFUzZuh+pcsrPZitwwpIczijwo6dr7mWyEJzcIkUTed/OM8889XDDhNfvdRp1np8ipmwLTtiXe6+0SVpjjTUEfhPI/6V6gfwPfrbxpgFzqh9SuZeqoGaPfJqf5+LxbjIZzAUoTWAT/mVwZaBkdSmNMyOPGTjw7jI+Flpoobramuaz6UXRaMbU2C54s88+e12Vvf/++8tRRx1Vey2lyjYS9OV0xZSvd/0Z6I0ymUvPsWwvTPVq3stpRJ6t7Dmg470meF0nelnkgrbLNSM9vFK50Fw/EvhlzpfwLq0hsjDU9F8e/fqQLfCpjM1pvLmOpDdzdnfkoJv0AQQmr4zRBBQJJXLibuT+LH1qs+MjfTlzoFuCkEg7l2zrTdiX3mYZ3yncSFFHqpzy3EZC/ZzMHaPPN6En6Dq3O/LIIzszhxQXpcgoi1GZD6a/7PsFf+l7ni28KZbI70llYLb75rrY/LfkFuPHrKCXmH766WtYkG1P6feQRq8JDnKxSG+Hv/71r/UikIlfkvHZZpttjJNzslKcKqPmKOyuBA3w/rI9N+Mrq7AXXHBBrbJYdNFFRxlTmbhNO+209carWYXKeExFR1aq8r1IMJJtkE2FnxUr2nDgQJqR54Yl16mMk1QhpU9fJoB57yfEaCZ4Xa87zde5TjUHT0Gb5X/vEwSk5Ure8xk7CfwyX0uPr49//OPlgAMOeM/rQ26e8txshcrNUa5JCQGByS/XsBRnZIE44zESVuQ6mB1WuXfLmM4hPM1Jprmvy06sDTbYoAaETdi/7rrr1uvq2Jgr0tN0ndN95zvfqecEpBVZ+tCmKj1fp0gpu0HS0zLv+wR/zRgZfV6Yqr68z/Pc9/pvMe78r0YvkMqHG264ofZryT72XDASGOTz73//+2XDDTesfSDSGyIVSOkNkW1WXaXqIv2SgAnTbLlKaXlWqtJv6aKLLqrbFxP05QCdbNvN9sSMwdyENROzrM6msrYJ/DKh6xr4WbGit2sqi26//fY6Po444ojOHkU5NCp9xjIRbCoX3q3iLxVOqWiAtsv7P4u5aXCesZGboNzkj2vg10jLlpzOm50fs84662T8C4DRZet9KnATcqSiL3O/zPdSwZ5FrbSJSSjYVXr1pfd6WjIlDEwImJ/L74KermsIlx1Nea9feumlZcUVV6xzwRRHJLxL64kEf03F39i2+jZVrNn2ntYWze/vSuA3Ydxl9gLpAXHnnXfW4G/rrbeu4V+296avX2RVKKu9WSVO8JfS8AykRgZLmjsniHAzBeMmlXkpSc8FqemPlMcSrGd8ZcU2vceybSOnJibQy9aNPJ6t+F0vSulVtvTSS9fPc6FLnz89/GiDbHd/+OGHa3VSWkgceuih5ZZbbqk3LRkLWZjKdqcE3+k/26wAR/O+7zoGMsZygwRt19zgpMrhd7/7XW3dkrBvlVVW6Qz8sug7rgtCCQmaXl/O6IPJK2OuGXfZap+Kv+Zalt7qCfuy7TcVfLkmfu973xuln2cOe0swkn8z7lP1azGY3qBr4JccIhWraS2W/paZF2Y3YnZKpf1LCiayUyrXvrEFf3nPJyzPgnHaw7hHmnj8r0kPlYGS6rys3EZOc8rFYIsttqjB3WGHHVYfz7+p6ssASxCY8vGc9tbI6aAZMLn5SmAIjJtceLL6mjA9VUy56Pz0pz+tW+i/+tWvliWXXLKevpbtvgndM8nL4zmZN82WE+w10oC5uSAmxBf40ds1q7G59qSqIauymdQlsPjud79bm5Gnl2VCwGz1zfUswXdCv5zglsA8zZ2jGQOpps22pxVWWKFb/zaY3OMoYV/mcHfddVe94W96xjaN/7tu8xvblr+MvwcffLBuIwzXFZj0Xn755c75XNcxlxYXCe1yiNVpp51WF5Azf0wwn4Aj88oceJVeZV3Hc56THSPpAQ29yQ9/+MO60+OXv/xlvW7lfZ7FrLR3SRuLLPr+5S9/KSuttFKt+Ms8MNe/VLYn+EtBRbPdN2F57r+almRMHP06LAf2OEnBczOUCom88RMizDXXXLXk+4wzzqgD5yc/+UntD/b000+Xtddeu/Zxyc9lIOXrj3zkI3U7b/bEZ/Al8Ot6qi/w7pow7oknnqg3Y1l5zdeZ3KVqLxemTNYytjKpS7l6+igl3Ejw3vV3dJUj69O7KZNBgR+9VbPd8N57762nyufGJ5V8uT5F+s1mtTdVDQnwciOTBaoEgBkfF198cTn++OPL73//+1rxkElfAo+MiTvuuKP+LuODtmsO7Ui1T8ZATvLMOMi2+E996lN17peeSJn7pZI887qu15Ic2pEqilRLZK6Y35NQAZg8EtKnXUvGbwKKSMCXe7YsCOeamN5+6WmWKtwEG6n6O+aYY+rc8frrry/77rtv3QbZ9WRf6C3SkiWBX1q4JHPIez+tj3JAYRPepQAp17SE3TmMI5V/aWuR+6bsXsxcL4eT5rqWswqya4qJT+jXgyXEy2DKXvjcCGWLb6r9UkWRwZLJYaopEj7klKiUwqa3WKoEI5PBBH250KSMHBj/YCPbdy+//PL6WFZsMx5zeE5Ovm5OJE1Fblat0n8l1bjprzQ6IQZtcvPNN9fTBROE54YlE7WcMn/22WfXVhTp55JQMNer9DFKv7JUwl5zzTX160aaOmcLR4L19CNrDgSBvhD4NYd2pPoh23sjQUGqgHJqb+aA//jHP2r4lwPdshCV61KuOWnbkpujLAS7tsDkl/GZPrVpcZH5YMKO7ABJ3/WE9hnXqYBPEJgqqPQ3S+VTekPHt771rVqskcWzLDAL/uiN8t7++te/XgPwtGhJgJdxkVYvmSPmmpX5Yu6Pcm+Vj3wv875s+U0lYPqgZ56YKteMk9lnn727/6zWEfr1QPl/SSaEo9/4pCw2VRPZNphj3q+66qpaQZGthZEbp0ceeaRu88gW4PyOnBra9BIDJizcyAUpF67mFKlM4LKqlRXbNFEf1+AP2iAV5jmwJtXm2eaeMCITtJxCmgAwJ/VGVn9TyZDgL9ehVP7lJLcsUDUnjCb0y5be5meg7ZoFoAR+6X2ZYKDp4RdZyE0lbHMzlJuozO8SLGQLb6onUjmRE+LTSkJQAN0nIUX6Ouc6lnZLqXRPAJIKprRbSiuLbPdNQJ/q9lSyJyxsDnZLQJjg7+CDD67Vvha96I3Xs8zrvvGNb5Qnn3yyHmyYQ6qyWJW54jTTTFMXr5JLpDI938sicHaE5HvNDqmmGjbheeaSTFxCvx4iA+Gkk06qjS9TAhuZ6GWQJMhLj4dUTSTQywUikoSnwi8/l6q/yMUl2we79hMLVUYw4VIpm5utU045pU7esnU+h3VkO0dOJm00wV8CjfT4E/zRVhkPzVbEBH/pV5nthmlLkUrYl156qZ5EmAlgKtOznSnBX56TxyM9/1KN3mwLdp2ir8j8LhVBCQCy7b1r9V9kHKWCL1Wz78e4gcmrGXPNv1m0Sr/aXMsS5KdtRYL8LHgl9Mg4zuGLCekPOeSQzt+THVypgMrC2fLLL9/Zrx16k2YcJKdoAu8UJGWRN1Ws2YWYXn+5vmVumN0eWfBND+gm5M6Yyfww88qcbj3HHHN095/VOkK/btZsZcpWjg033LCm2+kL1txUZatUtkmlj1hTWZQbplRURC4of//732sFRVZ9U16ePfNN9R/wwS9k2SqfCV36ZSaIz5hNsJ4LWcrY83Vz4UplUx7LVsUEgs2R89Cmbe/NvzlwID1lc9hUrj1//OMf6+Qu17R4/PHHa8/LtKJIteziiy9eH0+f2VQsnX766aP8XugLcu3IIlEOhur6/u8a4GVhKQFBwgCgZ0ofsyx6pcVFtt9nkTi9NX/84x/XCt2EIBnf6f+X76UiMFXw+TqHLOY+bvXVV69VgjnQAHqD0Rebulb8JeAeOnRorYBNABg5zTqV61kATrFSqluzaJyqvxxApbXLpGeG3U1yOlu2duQNnr3wuRnKce5N4JfBk7Q7F4hcGJKWJyHPAEnT9EZ6QyQpz81W+o6lUlDgBxN2guK7SU+WbJnPuNxvv/3qBC3bMLLNMZO6rheqVDllS0f6U6SBM7StQima4G+RRRYp559/fl1wyraMnFSd6r6s2GaFNyf7pol5wo2MnQSC2bYo8KMvy6LQ6IFf5KYpFX+RfzOOgO7T1Mb83//9X71HyzWs6/dyzcu9WA4oyDwx17/MCXM/lkWwVPPlOanqTRiSnSKZIyYMbAK/EPjRGySczvs9gXVzrYqm8jVtyNILPQd6ZOtutrInEE/PygR+kZ/N8xOWZwdjCPwmPbPsbjB8+PC67z0Xj2wXTPPmlIFnVbfRpOc5/Smavnw5vS2HCXTd8tEEf7nBysUGeH+5WD377LM1tGtuuNJYNiuw2Y7YjMOsPkVWqBJwJADMtt7csGXlKv1cRpcLXJ7TVDVBb5dV21xnrr766s7HMm4yjrKNPSfyZlU3k7n0nE2QkZucjJksXqXPUa5xGS+5ngn84H9Gf/83X2cBKSfyhk050L3VTOk/ljnj6Pdqacm0zjrr1L626fGce7JmHpjF4ewSyfUzP5vrYap30+sshRxN4Ac9XXMNSoVe5m85Vb5pRzF68JcefQm0MxfMbsQs+GZRONt/41//+ledC2aMmP9NPv4v3Q1S4ZD/0U/qnQq+bHNKg9esBiUoSJ+jVEZEVoeiGRRp2JyLSkLDe+65p/N35iKTY7GbMlrgvSU4z5bEbJlvpCw9vTKzhbep/mtWn7JqmxWphBxNtVO+l+2LY5Nt+Fn1hd6qCRwi1530YmnGQzMBzKQvn88///xl3XXXrQFfQr3cIOWAglzPcoOT8ZaT3XKtymQwBH4wpiZkyJanZnwI/aD7Ar9c17LLKgcqZlyOXoHbjM8cxpHdVnl+5Br4n//8p7ZkSjiYRbEc4JEegFkUSxgIPVkOjUq1XsZCDjbMPVN6V+bAwrzvR782NcFfMo4UUSTXSAiY6r+E4Ol7ngwjYyWB+KKLLtptf1tfY7Y9mTVVQzlwI0l3erU01XwJFfJ1eoDlInHttdeO8rMJGvIzuXDkopIBlNPcGtlGlUAReH9prtz0WYn0zswW+Zw6lRWpE044oXO8Rvpq5mcScjSnJWbSlvJ1aJNM2FIBm0nZ7373u/pY3vcJ/powvGsvl3yeRuRZxMrNTbZ/XHHFFTUgz01Pwu9UqHddyAqBH4yp2TI1bNiwMmjQoPq5sQLdE/jlXitFGWnBlPleqpdyuOLf/va3zud33Za/22671dYuP/3pT+uukRyumC2PmV9mESwLZNkxsueee9ZrKvRUuQfKbsT0rUw7o4MOOqj84Ac/KC+88EI9wC1tjMZ2iFQey1wxeUXupbKtNwVOWfTN+Mj4SY/092utxMRlA/VkliqJXDzSyyFbejOpu+OOO+r3UhmR02rS/D+PjX4Cb1aXNthgg/p5tg1mpSgfGUwpKwfGTXNKYoKIjMOMo2uuuaZO5lKllElZtiMm3Mu2+cipvTlRqusNWMIM1Xy0SVN9l0qG3LAkFE/g3SxKpUrh3X4mYyTVEF/96lfrTU7TXzbfy1aO9LJtAnNg7JotU1noTV8kp/PC5NN1vGURONfB448/vl67EvxlgTjBRXr7Zf6Xk0i7jtts4U3Vew7syO6rhIO5p0tBR9eD3fRfpzdkFtttt11tb5R8Ige0ZXfTmWeeWe+bMi6y0LvccsvV61VyikYzhj7xiU/UswtyyE12e+Q8g4SIOeU6c0YmH0uH3RA2XHDBBbWJawK8DIYc2JEEPacgJsxLcn7VVVfV8vBU9jUXoUceeaSz4eUaa6xRewKmikLgB+M29kbfkpgemQnX048sJ4wm8MvKVlagcvJaVrRSxt61+Xo0q1NZ7XLRoi2a8C4TtEMPPbRW7qWCPGF4tiHlIKkm8M6N0E9+8pPao6VrFVK2gmT8JPSLjKNUPay44opWdWEc5TqUuWGqyQV+MPkDv4Qa6WGb3pozzjhj3QGS6r2LLrqozh1zf5Zr44033tj587nGpbIv18r0fG5+Vw7viK67R6Ana+ZrTa/KtHtJ2Pf973+//Pa3v63fTyie8C6tXxL45bGf/exndRdi817PDsSMiVTMRno/577KLqnJT6XfZJJQrznJM2Febozy0dxgZbUoAyMDZ7bZZqvJei4uCQiTtKeMNgMqF5dUCuYQgeyTb1gJhvcO/FJinqqJBO6RLYj5Ohes++67r65idR1Hn/70p+uFKWMxWxLzvOb7XSv9Ml6ht8t7u7kepelytnSk/0oq9J5//vnagyXjJe0oEpKneiGTupxOmIlfJnC5CVpzzTVrlWyz1SmLW7lW6d8H4y6LwBlDqY7NHND8DiZvD79U56W9RQ5f3HbbbetYTO/0hH+peDrrrLNqmJfdVrk+phJ+bNe4BCbNNn0nlNIbNPO1f/7zn2X//fcvl1xySV3oTXCXeV7C8FS8Zm6YBd3siMp4yPwxxUlZsMoOkUYqY/PzzRhzUnX3MAOfDIYMGVL+9Kc/1f4N6eeQiqIMijTGTN+kBHm5uGTlKFt8c4hHBtuXvvSlGiqcc8459fsDBgyowcSJJ544RhNZE0J4d6nsS6ieHmU5VOC6664rO+20U72YJVBPNUUCjNxkpaIpF6Z8nsAiF7Ic+PHrX/+6s0Ftc1HMha3rdg3ojfJezns7E7a0nsi4SOAXOZk31X6pWsjp1hkvJ510Ur1Wpcov2zvmnHPOeq3KdS2VD123OjU3O65RMO5SGbH55pvXLYXGDkx6zTjLDo8UV+TeK9JfPVsXzz///Pp5gr+zzz67HtaWdhYJ6HNPlnu6rrrOFZtdItBbAr/M8bL4m6DvySefrIfYJPDLgm/C8IyBnOKbuV+KKTJGsnMqOz2a/ufNOEhgngKJ5hBEuke/DkeCTTbp35c3fMK73CxlAGVSl1AhfZMyeFJFkQtOBt1hhx1Wn5+BlQrA7bffvm63SsVfLjrAuGlWl0499dTaeyJl6hl3uZClTP2UU06plX05ij4Xs0zk0osl4zPjLStUCeOz2tX01Wy29zaH57gxozfLidXpJ5vT1pr3eNfqvAcffLCu7P7973+vJxCutdZand/v+rz088sEL1tAMgE0LgDo6bL7KgvDKdTInC/XtCxwpXdfWi7lcKpf/OIX9Z4sAUaqnRKI7LPPPmXDDTcc5VqaxbKm33OqoVIRmJYXdmXRG9x66621UCmLunm/futb36rv/VS55p4pYyLv/QSDOX03h3SkR2WekwKmHXbYYYzdHd773U+l32SSN3/2xSfwixxfncqJNLRMWXhKXdP4NReSJOs5CfHwww+vgUO2F6ZvWEKJroGfvBbGTXOhSfVeVqmytTeruGlAm4vTdNNNV7dmpKIpx8nnItY0pc0423LLLWuF7SGHHFJP3m7k4pbf7UJGb5aQLjc5ueZ0DbW7TthS1ZqxkgrALECl6iGLUaM/L1s6si0+FYO5iQKAni4tKtJTPde1piIpc8B8nd60mRs2gV8CwCwEZ16YwC/bILOFcZ111imrr756WW+99Wof9sjiV/pFh7kiPVmTK9xwww21zcsqq6xS3/d5r6eVS4oiEuz96Ec/qhWumTfmhN5UAGZMZDykcCk9/Ubf6u693/1U+k1GCRxy8UiPpJz2lK1UqSxKr7DYaqut6r/ZRpgKpNw4pZIoCXtKw2+++eZ6cEfojwTjJ+MugXlOH0240VyAcpFKBV+q/RLER7b6Zqxmi1UjYV8CjxxekMbO0CYJ6Ma1sXImf0cccUQNx9OjKAdLpXo2Dc4TIGZx6zvf+U49vRAAerKuVUjZ5ZF7sIQbaanUHF6QPuupcE/V39FHH12fk2tf5o7ZDpyvs+iVUDCtMNLftqn2g54uFalj24aeHYinnXZaOeqoo+oJvLmPSvh32WWX1e/nsRRT5PFUB2anVD5PlWwOJ6XnEPpNRhkYqY7IRwZWEvJcSFZeeeVacZT+fjnVZqGFFioHHXRQTdHPPffccs8999QAsAkgBH7w/kYvJc94Sj/NbKX/7ne/W7dfNDLJSwif6r/0aekqF7Bszc8WjlzYUt7ehO/QV8dVqhjykclgJoXZ5p7K1xzakcr1Zts7APSGwoymD1nmhOnvnHuwBH8J9i688MK66yOLxDm8KovEqXLKIlfT/6/r74DeIq2P0rolYXbmb03G0PU+KhWtyTEWWWSRep+UfrMpYPrPf/5TQ77sSkyv9GY3Y76fhWCLvz2H0G8ya7YMZqUo23mzHz6hXgZLwrwc6pEEPb37UpGUICLPyfczgID3l2qjnKiWLRVde60kpMiELauy6T2W/n4J8nKhm3/++esFLatZzVaMSDVutgOnp1kez6EfGcMAALQ/+EvlUvqYJeDLQQVZ7EprmAR/Odk+2yBD7zJ6k2QPOa0690BbbLFFbS/WVXY+NadO55TetIDJ+z8HlOZ7KUpKy5dm1+Iuu+xSg8PcL2V7cMYGPYPQbzJrLgZNtV5CiBwFn5Q9YUK2SGXgJC1veiul79/ogxAYUzOusv1wo402qlW1uYh1lYbKCf4S4i211FL1cIJsRcyx8znEIAfspAI34xF4d2O7uXHDA0Bbgr9s273gggtq9fof/vCHeiJ9KtybuWTmnJk/fvazn62tY6A3yfs4W9dzkFve2113Oc0444xjBH9PP/10LUJKD78E4Dm5N+Mk8jvyMzkAhJ7HHtHJrLkZakpnU82XbbupNEoAmAM7cmJo161RAj94fwkbMq5SHZsqv0zSRg/8Ij1XNttss1qifuSRR9bDOzJhixyik+0bOYQgJ7AB725s4Z7AD4DeKoFfgr/42c9+ViuV0nM9c8wUY2RbbxaM09M2c870Qsv3Hn/88e5+6TBeEmjnNN4vfOELowR+CQET6jXjIIFf3uP5ePbZZ+uOxBRJZFx0DfzSw7IJ/FKEQc8i9OtGqerLdt7sfc/nGWQ5uCPl4k49hHHXVBelb1+Cu1TuJTzP6lRz0ep6EcrFLadRHXDAAfWAnJy81sjJa3fffXfZfffdTeIAAPpo8JcTe1OI0bVVzGuvvVbnk7lXy0mlmU/uu+++3fiKYfxke3oOMsyJ1TlhupH+fDnEJrulMg6aDaG5x7ruuutqpV9CwiWXXLIekJixkC29Cfxyqm/XIgx6Fv8f6Uap6kslUqqSsqU32wozYDJwbC2E8Qv8cmR8DhFIxWz69DWrU7loJVSPrmH6nHPOWYPBrNbmwpfeLbmAfeUrX6mnUuUxvSgAAPpu8PfrX/+6Bn9ZVI755puv7hDJiffpDZ3Ab/RD4KCnaIK75t8UGOW+KMHef//733qwaCpW058vIXdO3b322mvrc3N/lXGQ7b6pDMzhoylOSg/L5557ro6D7FrsGvjZ8dEzCf16iJTIrr322jWIyDHvXVN3YExZZU1Ql4vLHXfcUav2MiG78sora5+Jww47rPO56duXVdr0Y+l64Rs4cGDZdNNNa8PZhH3Z6puDPHI6byr+HNgBANC3g7+0YUovsxzs9tJLL9XDCsIhi/R0TQiXqry45ZZb6r1PDqhJT74hQ4aUPffcsx5a88tf/rLmEDlwNGF3Mw7Sq+/zn/98+chHPlIPS8zvzHMTes8777yd92UCv57rf10Z6VZNKp7TcxoGDby3TLr22Wef8vGPf7xcfPHF5aCDDqonYsdZZ51Vq2czGfvWt75V7rrrrroy2/T46zq+stU3Pf7y+3L0fFa4AADo25pDPdJ/PVsisyNktdVW6zzYAHq6bEHPbsIUQJx55pn15N20L8pOp8gW38svv7z2qpx11lnL+uuvXw8RTQuypjCpa16Re6vmwJsUWaTPX9jS27M5vbeH6FoOqzQW3l/K03PoxtZbb12WWWaZWp3XVQ70SJ+VrE6l/Pykk04a42S20S+KN9xwQ73YpeIWAADigQceqIe8ZaG4OdkUerpU5uWeKZV82cKbLboJ9U455ZTy97//vWYOqfrLlt0FF1yw7LDDDjXYu/DCC8u9995bnz968NdU9gn6eg//n+ohuoZ8Aj94fykx/9SnPlUP60jg16xfNFsxEgSmN2YmaXnu6NKMNqtYTzzxRP164YUXrluAZ5tttsn8lwAAMDk088RU7jVbHt+vBibfn3766WvfdYEfvUXukRLgJdRL377tttuuHtax6qqr1gNEH3300bLOOuuUT3ziEzXYu+eee2orpLzHN9lkk3pade6V0vevySiasSLw6138fwvoVXJCb1Za//jHP9YVqFT05QKUyVs0VXzZ+pvDctKX4qKLLirf+MY3Rvl+StmzRWP48OGdvzuB39iqAAEA6P0yz8tcMqeQZrH3iiuueN+Ci3x/wIABteqpCQ2hp2u2oSfAu+aaa2qbo7QySpiXQzxyCE0O5sg900033VTHw2mnnVZuu+22ek+U3n/ZBnz99dfXrbyhOKl30pAA6BUS7KUcPf35EtRlxfWxxx6r/VWyIjX11FOXvffeuzZXTn+/NKa95JJL6s/+5Cc/KV/+8pfr78hBHTnpN49dcMEF9dh5AADaL9V9u+66a/nb3/5Wv84Wx/vuu68ssMAC7/uz2r/Q2+SeZ5FFFqnFD+edd1752c9+Vt/r6eX3/e9/v95XpZIvlX8bbLBBrQjMwR65h8r7PRWAObQjbZBygGLCb3ofPf2AXisnUKWBbLbvHnfccbUxbS5SWb1KQ9quPfyygpUTehdbbLHa2+LrX/96+fSnP91Zpm7lCgCg3TIHXG+99cqtt95a+vfvX2aeeeZy5ZVXlqWXXrq7XxpMki2+TcVf+vo9+OCD5Tvf+U7d5pt/E+ydf/759RCPl19+uT4/h32sssoqnYd95L4qO6vy2DTTTNPNfxETwvZeoEdrtlGkii9l5unF1zyWC1ekN8VCCy1Uy9Fzmm8mdJELVwK/BHvZkpHQLyf9fvWrX62BXxP2CfwAANovC8Wbb7557UmWwG+nnXYS+NFaTeCXtkjpc77//vvXr5dYYol6//Pcc8/Vvn/p5ZedUhtvvHE97TfFEs2BHTm9eq211hL49WK29wI9Vi40Te+V3//+97UMfe655+78/sCBA+uELXbccccy11xz1T5+6VmRUvU111yz9vrL1t9UBaasPUfWr7vuuk7JBgDoQ5q538EHH1yr/RL8NYGf00hps7zPl19++TLTTDOVyy67rBx//PHl2muvrT0tc5hHHstW3rRHyr1TtvNGMybcM/VuQj+gx07McqFJWJeVp9NPP71O0Bq5ICXwS5+KyBaNBH3pzZJKv4022qg2ns0pvjl56tBDDy2HHXZYWXvttbvxrwIAYGKEdyNGjKh9xtK6pWnn8l7yM024t+yyy3Y+LvCj7VIY0WzVTVXfEUccUe68886y+OKL1x5+Oewj91GDBw+uxRbZWUV7CP2AHiWB3cknn1xDvFx4fvzjH5f99tuvBn45tfeZZ56pF6ZU7zWl6dnGm+29H/vYx+qkLyHhSy+9VD7zmc/UC1j6VuQgj66BnxUrAIDepetOjcz3sovj7rvvrge5jRw5sm5VfC9jC/cEfvQVH/7wh+vOqVT8Jfh78skny5lnnlkPuMlBHqn+y0EfOeWX9vC/cECPuxittNJK5Z///GftwbfXXnvVqr2EfbvvvnttQnvPPffU5zaTvqZfxXzzzVfeeOON+vn3vve9ssYaa9RTevfYY4+y7bbbduNfBQDAB9XM/Y466qjyyiuv1LnhlltuWZ566qnOwC8nlWbnBzCqVMMm8Iv0QW/CvRxwmBN9zz777Hpfpc9luwj9gB4jFXtZbc1JUrkIJbD77Gc/W0+TyuEb+TzVfNdcc009gr6Rld1I9V+2aETCv+mmm65OArOFQ2UfAEDvl3Yt6Tl2xhln1PBv/fXXL5tttlkNLU444YR6aMFHP/rR7n6Z0KOlsi87pZ544onaOz090dMjPXIPRXvY3gv0CAnrsrKUE3hzstTXvva1uj03gd8OO+xQlltuudpzIqu3r776at2+2zRgblZ2cyJvDvIYNmxYbUh766231srBcenzAgBAz5UF3bR6Oe200+pHs9h7+OGH1+2JK6+8cpl99tlrW5ec0mv+B2PX9LGcfvrp69cbbrhhLa6gnfp1pDECQA9w11131bDvwAMPrD380qA5vfgS+OWktV/+8pflT3/6UznppJPKscceWyd7OaF3lVVWqT9/3333da7sJvB7/PHHa9+/RRddtJv/MgAAPqhs6T3//PPLOeecUw455JBa5de4//77a4VS2rpkIXjfffft1tcKPV2q/BL8zTLLLN39UpiEbO8FeoScsLv55pvXar4EfunFkjAv/f0S+EUO8EgwePPNN9cJXVZvL7/88rqiGzlpKidSxQorrFDL1AV+AADtkIAi88HM8S644ILy6KOP1oq+yCm+OZQgu0ayIySa7wFjmnfeeQV+fYDQD+gRVlxxxXpa70033VRP8M1W3wUXXLCe0vbss8/W1dvbb7+9bL311uXBBx+sff9SFZh+fX/961/r4wkBs90jFYEAALRjYThtW66++uo6L0wrl4033rju+BgyZEjnFt4DDjigPP/88+X0008vl1xySW0R03yv6fkM/D9Oru4b/H8Z6HZZhU3I97vf/a489thj5Zvf/GYNAFPhl4M4jj/++PLmm2/WKr9///vf9VTfVAOmh0suVj/84Q/L3HPPXc4666wydOjQGgKmmTMAAL1XDuz4y1/+Uo444ohy6aWX1p5++XeeeeYpiy++eOdC70EHHVTnfqeeemoNBAcNGlQXibseFBc33HBD7Q0I0Ffo6Qf0CFmZzSQsJeY5uGO++eYrhx56aK3uy+putvpuueWW9bk5WSqn+WYLx/Dhw8tSSy1VA8Ks4uaQjxzs0b9//+7+kwAAmAiy6yP9/LIL5J577qnberOd97zzzqvBYBaFs/i78MIL1+d/8YtfrAd77L333uX111+vB33svPPO9We+973vdfefAzDZOL0X6HZZgc0hHOnN99xzz5Xvf//75dvf/nZd1f3Rj35UH7v22mtrEPjxj3+8btdI5V8qAFMJmIlcZBU3Wz4AAGjPPDFtXRqp8Mv8b4455igzzTRT7f+cA94uvPDCulicmpaBAwfWuWNO8f3Nb35THnjggTJy5Miy0047devfAjC5qfQDepQTTzyxbLPNNmW22Warh3Fsttlm5Rvf+Eb51re+VbcBH3nkkeUHP/hBWX755evJbAAAtFfmf6ny+/Wvf10P6Mhuj4svvrgGeVkMbuaDw4YNq4vCV155ZTn77LNryLfGGmuUBRZYoMw///xlgw02qLtC9DED+hKVfkCP0EzC9tlnn/p1+rBkO28mden3d+CBB5bVVlutbtVI4JeVXQAA2iG1KP369Rvj8WzPTV/nv/3tb3Vrb3Z4pAVMtvOmoq8JBmefffb6ear5Mq9MdWD6+3U1tt8P0GaWOYAeYfRV19/+9rdlzTXXrA2XH3roodrL5eSTT67bNjL5y+QOAIB2SCCXbbs333zzKPO86aefvqy66qrlnHPOKf/85z9rb+eYdtppyyOPPFI/b07pTXVffjZbe2edddax/jcA+hKhH9DjZHX2oosuqqu5mcQts8wy5aabbioLLbRQueWWW+rKbU5lAwCgPTLP22uvvcrf//73UR7v2pFqrrnmqv8ut9xy5Zhjjil33HFH53NymFvmjoMHD67fB+jrhH5Aj6z6y8m82Z6Rz9PbL6u7WbH95Cc/WU9mm3vuubv7ZQIAMIGyTXfIkCGjPLbJJpuUz372s2W//fbrDPNGr9BrdodMN910ZZZZZim/+tWv6o6Q5jk50XeaaaaplYAAfZ3QD+iRll566fpvtmikj196sqR584ABA7r7pQEA8AFdffXVZYsttij33ntv/TqHcMQ3v/nNOu/bddddy6233jrWnx0+fHi57bbb6sFv+T3nn39+fSyyIyQ/G86sBPo6oR/QozU9WrJ6e/fdd5cVV1yxzDjjjN39sgAA+AAS7C2++OJlq622KiNGjChTTz31KMFfTub9whe+UG688cYxfnaGGWYoG220UTnttNPK5z//+XL00UeXc889t9x///1l6NCho8wfAfoyoR/QK6yzzjq1P8sCCyxQT/MFAKD39m+On//852WVVVYpn/jEJ8qLL75Yg7949NFHy+OPP15WW2218uCDD5YXXnihVvM1Euo123wPPPDA8qUvfalW9c0777xl8803r6EgAKX061DzDPQC2dqb1VpVfgAAvd9bb73VuZC7884710Pbsqtj2LBhtcJv9913L1tuuWV54403yl//+tey9dZbl5/+9Kd1S3DkNjbhYVPVB8CYhH4AAABMFi+//HLp379/rerrGvztvffe5aqrrqrVel//+tfLhhtu2Pkzed7vfve7ctRRR9XKvgSAkVvZrlt4R/8aoK+zvRcAAIDJ4s9//nNZd911a++9BH7p5xff/va3yyuvvFIefvjhzsBv5MiR9d88LxV+hxxySPnhD39YT+iN0QM+gR/AqIR+AAAATBabbrppmWaaacpmm21Wv07/vWzr3WabbcqZZ55ZH19iiSVqH7+pppqqvP322/V52cqb7b455OOAAw4ol156aTf/JQA9n9APAACAyXaAx5VXXlkGDBhQD+p45JFHagXfdtttVzbYYINywgkn1IM9Vl999Xq4R3r2pa9fc3DHH/7wh7LsssuWv//97+W1117r5r8IoGfT0w8AAICJ7vXXX689/GafffbOx958883OU3rXX3/92scvJ/N+7nOfq1V9zcEcu+66aw32/va3v5VZZ52187GZZpqpHHvssTVAbIJAAMZO6AcAAMBEd/HFF5c//vGPZf/99y9PPvlkWXPNNUcJ/rKt99prry1f/vKX65bfrt+LXXbZpZ7qm4+DDjqoHgDyox/9qH7PoR0A78/SCAAAAB9Ygrj//ve/9fNU7V1wwQV1y+4iiyxSbr755vLd7363fq8J9dK77ytf+UoZMmRI+eUvf9n5veYAj/T4W2WVVcpyyy1Xpp12WoEfwHgS+gEAAPCBPfroo+XII4+slX3Zprv11lvXgzuyzfe6664rH/7wh8f4mfTlS0XgOeecU/7yl7/Ux3KARyMh4LbbbluOOeaY+rXAD2DcCf0AAAD4wGabbbZ6AMdjjz1WvvSlL5X555+/Pr7nnnvW/n377LNP52EejVTw7bzzzvXwjiuuuKJcfvnlnd/L4wkAc2JvCPwAxo+efgAAAEw0OZ33wgsvLAsvvHB55plnyuDBg8tee+1Ve/ilqm/33Xcvc8wxxyg/8/zzz5dTTjmlvPLKK2W99darW4NnmGEGW3oBPgCVfgAAAIy39N578MEH6xbdV199tRx//PF1K+7PfvazurU3p+/mOQn84qyzzip//etfa+D30EMPlfPOO6/zd+WE3lQEJtzLKb3TTTedwA/gA1LpBwAAwHjLibyf/exny4EHHlg23HDD8pvf/Kb85z//qUHfNtts09nLLxV7X/jCF2qV34wzzljWWWed+vMJAz/2sY/Vwzyy7XeKKaaovzNVfvvtt199jsAPYMKp9AMAAGC8zTvvvGXttdcuq622Wt2eu/jii5c99tijfOQjHynXXHNNWWyxxWqQ98c//rFW/6W6L1t+I+He7bffXhZYYIH6dZ7X/E6BH8DEMeVE+j0AAAD0EU0gl9N177jjjvLWW2+VmWaaqfbtSw+/VPqlwm+nnXYq/fv3L//4xz/KfPPNV0O+Z599th708ZnPfKYsssgi5YwzzihvvPFG2XvvvUf5bwj8AD4YoR8AAADjpQnkZp555nL11VeXOeecsyy11FJl0UUXLcOGDasB38EHH1xGjBhRA774/e9/X77//e+XP//5z2WrrbYqu+22W7n++utrUHjTTTeV4cOHd57UC8AHJ/QDAABggiy77LI1uMu/U001Vfn3v/9dvv3tb9ftvPl8l112qVt3d9hhh/LhD3+4XHXVVbWH3+abb15/PluDV1111RoiZoswABOPgzwAAACYYKnQu/XWW8tPfvKTWrH3q1/9qp7Gu88++5QvfvGL5eijj65Vf9tvv315+umnyzPPPFO39M4999xlu+226+zrB8DEpdIPAACACZYtviussEI9nCN9/HJibyr6spV3pZVWKtNPP30588wzyyabbFJP7438m4M9Tj/99PK9732vfOhDH+ruPwOgdYR+AAAAfODgb7PNNqvbdLO1d4011qiB35tvvlnuu+++st5669XtvZFg8Ic//GF55ZVX6oEgAj+AScP2XgAAACaKBHkXXXRReeCBB8riiy9eT/HNYznc45BDDilzzTVXWXnllcvWW2/d3S8VoPWm6O4XAAAAQDtkK2+28Q4aNKjccMMN5cEHH6yP5esdd9yx/nvbbbeVV199tbtfKkDrqfQDAABgovrvf/9bA78555yz3HHHHWXTTTetj7/99tv1Y+qpp+7ulwjQeir9AAAAmKhmmWWWuo13yimnrCf7prdfpH+fwA9g8hD6AQAAMEnklN6zzz67XH311d39UgD6HKEfAAAAkyz0y6m+H/3oR7v7pQD0OXr6AQAAMMmMHDmyTDXVVN39MgD6HKEfAAAAALSM7b0AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAClXf4/6g2fYfQ+L7gAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 10.直方图",
   "id": "5fcc20d6e54af6de"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:00:16.240058Z",
     "start_time": "2025-03-03T02:00:15.954678Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''现有 250 部电影的时长，希望统计出这些电影时长的分布状态(比如时长为 100 分钟到 120 分钟电影\n",
    "的数量，出现的频率)等信息，你应该如何呈现这些数据？\n",
    "'''\n",
    "# 1）准备数据\n",
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102,\n",
    "107, 114,\n",
    "119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,\n",
    "99,\n",
    "136, 126, 134, 95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117, 86,\n",
    "95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136,123,\n",
    "117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129,\n",
    "116,\n",
    "108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139,\n",
    "125,\n",
    "138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110,\n",
    "102,123,\n",
    "107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122,\n",
    "109,\n",
    "106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103,\n",
    "144, 83, 123,\n",
    "111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126,\n",
    "110, 111, 109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130, 141, 117, 106, 114, 121, 114, 133, 137, 92,121, 112, 146, 97, 137,\n",
    "105, 98,\n",
    "117, 112, 81, 97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117,\n",
    "100, 111,\n",
    "101, 110,105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133,\n",
    "101,131, 116,\n",
    "111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "from matplotlib import font_manager\n",
    "from matplotlib import pyplot as plt\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=18) # 2）\n",
    "#创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100) # 3）绘制直方图\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance) # 绘制直方图\n",
    "plt.hist(time, bins=group_num)\n",
    "# 修改 x 轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "#添 加 x, y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "id": "869c7b8bdf1d4d43",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "c3e39c640f9fc58"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 11. 饼状图",
   "id": "645537a4adcff8d0"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-03T02:00:16.342971Z",
     "start_time": "2025-03-03T02:00:16.241059Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"] # 各部分标签\n",
    "size = [55, 35, 10] # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"] # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "\"\"\" 绘 制 饼 图\n",
    "explode： 设 置 各 部 分 突 出\n",
    "label: 设 置 各 部 分 标 签\n",
    "labeldistance:设置标签文本距圆心位置，1.1 表示 1.1 倍半径\n",
    "autopct： 设 置 圆 里 面 文 本\n",
    "shadow：设置是否有阴影\n",
    "startangle：起始角度，默认从 0 开始逆时针转\n",
    "pctdistance：设置圆内文本距圆心距离返回值\n",
    "l_text：圆内部文本，\n",
    "matplotlib.text.Text object\n",
    "p_text：圆外部文本\"\"\"\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "labeldistance=1.1, autopct=\"%1.1f%%\", shadow=False,\n",
    "startangle=90, pctdistance=0.6)\n",
    "plt.axis(\"equal\") # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "856af66350990350",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
